@article{montiel2021river,
  title={River: machine learning for streaming data in {P}ython},
  author={Montiel, Jacob and Halford, Max and Mastelini, Saulo Martiello
          and Bolmier, Geoffrey and Sourty, Raphael and Vaysse, Robin and Zouitine, Adil
          and Gomes, Heitor Murilo and Read, Jesse and Abdessalem, Talel and Bifet, Albert},
  year={2021},
  journal={Journal of Machine Learning Research},
  volume={22},
  number={110},
  pages={1--8},
  url={http://jmlr.org/papers/v22/20-1380.html}
}
@misc{kulbach2024retrospectivetutorialopportunitieschallenges,
  title={A Retrospective of the Tutorial on Opportunities and Challenges of Online Deep Learning},
  author={Kulbach, Cedric and Cazzonelli, Lucas and Ngo, Hoang-Anh and Le-Nguyen, Minh-Huong and Bifet, Albert},
  year={2024},
  eprint={2405.17222},
  archivePrefix={arXiv},
  primaryClass={cs.LG},
  url={https://arxiv.org/abs/2405.17222},
  doi={10.48550/arXiv.2405.17222}
}
@inproceedings{cazzonelli2022detecting,
  title={Detecting anomalies with autoencoders on data streams},
  author={Cazzonelli, Lucas and Kulbach, Cedric},
  booktitle={Joint European Conference on Machine Learning and Knowledge Discovery in Databases},
  pages={258--274},
  year={2022},
  organization={Springer},
  doi={10.1007/978-3-031-26387-3_16}
}
@inproceedings{paszke2017automatic,
  title={Automatic differentiation in PyTorch},
  author={Paszke, Adam and Gross, Sam and Chintala, Soumith and Chanan, Gregory and Yang, Edward and DeVito, Zach and Lin, Zeming and Desmaison, Alban and Antiga, Luca and Lerer, Adam},
  year={2017},
  url={https://api.semanticscholar.org/CorpusID:40027675}
}
@article{bayram2022concept,
  title={From concept drift to model degradation: An overview on performance-aware drift detectors},
  author={Bayram, Firas and Ahmed, Bestoun S. and Kassler, Andreas},
  journal={Knowledge-Based Systems},
  volume={245},
  pages={108632},
  year={2022},
  publisher={Elsevier},
  doi={10.1016/j.knosys.2022.108632}
}
@article{lu2018learning,
  title={Learning under concept drift: A review},
  author={Lu, Jie and Liu, Anjin and Dong, Fan and Gu, Feng and Gama, Joao and Zhang, Guangquan},
  journal={IEEE transactions on knowledge and data engineering},
  volume={31},
  number={12},
  pages={2346--2363},
  year={2018},
  publisher={IEEE},
  doi={10.1109/TKDE.2018.2876857}
}
@article{JMLR:v11:bifet10a,
  author  = {Albert Bifet and Geoff Holmes and Richard Kirkby and Bernhard Pfahringer},
  title   = {MOA: Massive Online Analysis},
  journal = {Journal of Machine Learning Research},
  year    = {2010},
  volume  = {11},
  number  = {52},
  pages   = {1601--1604},
  url     = {http://jmlr.org/papers/v11/bifet10a.html}
}
@article{JMLR:v19:18-251,
  author  = {Jacob Montiel and Jesse Read and Albert Bifet and Talel Abdessalem},
  title   = {Scikit-Multiflow: A Multi-output Streaming Framework },
  journal = {Journal of Machine Learning Research},
  year    = {2018},
  volume  = {19},
  number  = {72},
  pages   = {1--5},
  url     = {http://jmlr.org/papers/v19/18-251.html}
}
@software{creme,
  title = {{creme}, a {P}ython library for online machine learning},
  author = {Halford, Max and Bolmier, Geoffrey and Sourty, Raphael and Vaysse, Robin and Zouitine, Adil},
  url = {https://github.com/MaxHalford/creme},
  version = {0.6.1},
  date = {2020-06-10},
  year = {2019}
}
@misc{capymoaCapyMOAx2024,
	author = {{{CapyMOA Developers}}},
	title = {{C}apy{M}{O}{A} --- capymoa.org},
	howpublished = {\url{https://capymoa.org}},
	year = {2024},
	note = {[Accessed 18-11-2024]},
}
